/Chatistics

🔃 Python scripts to convert Messenger and Hangouts chat logs into DataFrames.

Primary LanguagePythonMIT LicenseMIT

Chatistics

Python scripts to convert chat logs from Facebook Messenger and Google Hangouts into Panda DataFrames. Can also generate ggplot histograms and word clouds from said chat logs.

Support Matrix

Platform Direct Chat Group Chat
Facebook Messenger ✔ ✔
Google Hangouts ✔ ✘
Whatsapp ✘ ✘

Exported data

Data exported for each message regardless of the platform:

Column Content
timestamp UNIX timestamp
conversationId A conversation ID, unique by platform
conversationWithName Name of the other people in a direct conversation, or name of the group conversation
senderName Name of the sender
text Text of the message
language Language of the conversation as inferred by langdetect
datetime The proleptic Gregorian ordinal (= number of days since 01/01/0001)

How to use it?

1. Download your chat logs

Google Hangouts

Use Google Takeout: https://takeout.google.com/settings/takeout

Request an archive containing your Hangouts chat logs. Extract the file called Hangouts.json and put it in the raw folder of ChatShape.

Google switched from "Google Talk" to "Google Hangouts" mid-2013. Sadly you will only get your Hangouts logs using Takeout.

Facebook Messenger

  1. Go to the "Settings" page: https://www.facebook.com/settings
  2. Click on "Download a copy of your Facebook data" at the bottom of the General section.
  3. Click on "Start My Archive". It will take Facebook a while to generate it.
  4. Once it is done download and extract the archive, then move the messages folder in the raw folder of ChatShape.

2. Parse the logs into DataFrames

Install the required Python packages:

virtualenv Chatistics
source Chatistics/bin/activate
pip install -r requirements.txt

You will need to give your own name to the parsers so it can make sense of the conversations. Use the exact same format as you have on Messenger or Hangouts.

  • Google Hangouts: python parse_hangouts.py -ownName "John Doe"
  • Facebook Messenger: python parse_messenger.py -ownName "John Doe"

The pickle files will now be ready for analysis in the data folder!

For more options use the -h argument on the parsers.

3. Visualise

Chatistics can plot the chat logs as histograms, showing how many messages each interlocutor sent. It can also generate word clouds based on word density and a base image.

Histograms

Plot all messages with:

python analyse.py -data data/*

You can filter messages as needed:

  -filterConversation FILTERCONVERSATION
                        only keep messages sent in a conversation with this sender
  -filterSender FILTERSENDER
                        only keep messages sent by this sender
  -removeSender REMOVESENDER
                        remove messages sent by this sender

Eg to see all the messages sent between you and Jane Doe:

python analyse.py -data data/* -filterConversation "Jane Doe"

To see the messages sent to you by the top 10 people with whom you talk the most:

python analyse.py -data data/* -removeSender "Your Name" -n 10

You can also plot the conversation densities using the -plotDensity flag.

Word Cloud

You will need a mask file to render the word cloud. The white bits of the image will be left empty, the rest will be filled with words using the color of the image. See the WordCloud library documentation for more information.

python cloud.py -data data/* -m img/mask_image.jpg

You can filter which messages to use using the same flags as with histograms.

Improvement ideas

  • Parsers for more chat platforms: WhatsApp? Pidgin? ...
  • Figure out OWN_NAME automatically.
  • Handle group chats.
  • See TODO file for more.

Pull requests are welcome!

Troubleshooting

ValueError: unknown locale: UTF-8

Fix with:

export LC_ALL=en_US.UTF-8
export LANG=en_US.UTF-8

LXML incompatible library

ImportError: dlopen(/Users/flaurent/Sites/Chatistics/Chatistics/lib/python2.7/site-packages/lxml/etree.so, 2): Library not loaded: @rpath/libxml2.2.dylib
  Referenced from: /Users/flaurent/Sites/Chatistics/Chatistics/lib/python2.7/site-packages/lxml/etree.so
  Reason: Incompatible library version: etree.so requires version 12.0.0 or later, but libxml2.2.dylib provides version 10.0.0

This will fix it: https://stackoverflow.com/a/31607751/318557

Misc